Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
!echo "y"| unzip processed_celeba_small.zip 
#download the file and extract it if it is not valid
#!wget https://s3.amazonaws.com/video.udacity-data.com/topher/2018/November/5be7eb6f_processed-celeba-small/processed-celeba-small.zip -O processed-celeba-small.zip;unzip processed-celeba-small.zip; rm processed-celeba-small.zip  

Archive:  processed_celeba_small.zip
replace processed_celeba_small/.DS_Store? [y]es, [n]o, [A]ll, [N]one, [r]ename:   inflating: processed_celeba_small/.DS_Store  
replace __MACOSX/processed_celeba_small/._.DS_Store? [y]es, [n]o, [A]ll, [N]one, [r]ename:  NULL
(EOF or read error, treating as "[N]one" ...)
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    image_aug = transforms.Compose([transforms.Resize(image_size), transforms.CenterCrop(image_size),transforms.ToTensor()])
    imagenet_data = datasets.ImageFolder(data_dir, transform=image_aug)
    train_loader = torch.utils.data.DataLoader(imagenet_data,
                                          batch_size=batch_size + 1,
                                          shuffle=True)
    
    return train_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 128
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9922)
Max:  tensor(-0.1608)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

import torch.nn as nn
import torch.nn.functional as F

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        
        self.conv_dim = conv_dim

        # 32x32 input
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) # first layer, no batch_norm
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 out
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        
        # final, fully-connected layer
        self.fc = nn.Linear(conv_dim*4*4*4, 1)

    def forward(self, x):
        # all hidden layers + leaky relu activation
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*4*4*4)
        
        # final output layer
        out = self.fc(out)        
        return out




"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)

        # transpose conv layers
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)
        

    def forward(self, x):
        # fully-connected + reshape 
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4) # (batch_size, depth, 4, 4)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        
        # last layer + tanh activation
        out = self.t_conv3(out)
        out = F.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if classname.find("Conv") != -1:
        torch.nn.init.normal_(m.weight.data, 0.0, 0.02)
    elif classname.find("BatchNorm2d") != -1:
        torch.nn.init.normal_(m.weight.data, 1.0, 0.02)
        torch.nn.init.constant_(m.bias.data, 0.0)
 
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out, smooth=False):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    # label smoothing
    if smooth:
        # smooth, real labels = 0.9
        labels = torch.ones(batch_size)*0.9
    else:
        labels = torch.ones(batch_size) # real labels = 1
    # move labels to GPU if available     
    if train_on_gpu:
        labels = labels.cuda()
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# Create optimizers for the discriminator D and generator G
lr=0.005
beta1=0.5
beta2=0.999 

d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # A. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
        
            # 1. Train with real images

            # Compute the discriminator losses on real images 
            if train_on_gpu:
                real_images = real_images.cuda()

            D_real = D(real_images)
            d_real_loss = real_loss(D_real)

            # 2. Train with fake images

            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # B. Train the generator with an adversarial loss
            g_optimizer.zero_grad()

            # 1. Train with fake images and flipped labels

            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images 
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels

            # perform backprop
            g_loss.backward()
            g_optimizer.step()

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 20


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   20] | d_loss: 1.5126 | g_loss: 2.3306
Epoch [    1/   20] | d_loss: 1.5126 | g_loss: 2.3306
Epoch [    1/   20] | d_loss: 1.5500 | g_loss: 1.0171
Epoch [    1/   20] | d_loss: 1.5500 | g_loss: 1.0171
Epoch [    1/   20] | d_loss: 0.9998 | g_loss: 1.4596
Epoch [    1/   20] | d_loss: 0.9998 | g_loss: 1.4596
Epoch [    1/   20] | d_loss: 1.1928 | g_loss: 2.6127
Epoch [    1/   20] | d_loss: 1.1928 | g_loss: 2.6127
Epoch [    1/   20] | d_loss: 1.2964 | g_loss: 1.6393
Epoch [    1/   20] | d_loss: 1.2964 | g_loss: 1.6393
Epoch [    1/   20] | d_loss: 1.2140 | g_loss: 1.3596
Epoch [    1/   20] | d_loss: 1.2140 | g_loss: 1.3596
Epoch [    1/   20] | d_loss: 1.2777 | g_loss: 1.9131
Epoch [    1/   20] | d_loss: 1.2777 | g_loss: 1.9131
Epoch [    1/   20] | d_loss: 1.0689 | g_loss: 1.2600
Epoch [    1/   20] | d_loss: 1.0689 | g_loss: 1.2600
Epoch [    1/   20] | d_loss: 0.9292 | g_loss: 1.3826
Epoch [    1/   20] | d_loss: 0.9292 | g_loss: 1.3826
Epoch [    1/   20] | d_loss: 1.0468 | g_loss: 1.1448
Epoch [    1/   20] | d_loss: 1.0468 | g_loss: 1.1448
Epoch [    1/   20] | d_loss: 1.1269 | g_loss: 1.5459
Epoch [    1/   20] | d_loss: 1.1269 | g_loss: 1.5459
Epoch [    1/   20] | d_loss: 1.0970 | g_loss: 0.9053
Epoch [    1/   20] | d_loss: 1.0970 | g_loss: 0.9053
Epoch [    1/   20] | d_loss: 1.0530 | g_loss: 1.7262
Epoch [    1/   20] | d_loss: 1.0530 | g_loss: 1.7262
Epoch [    1/   20] | d_loss: 1.1230 | g_loss: 1.6571
Epoch [    1/   20] | d_loss: 1.1230 | g_loss: 1.6571
Epoch [    2/   20] | d_loss: 1.0306 | g_loss: 2.2724
Epoch [    2/   20] | d_loss: 1.0306 | g_loss: 2.2724
Epoch [    2/   20] | d_loss: 1.1980 | g_loss: 1.8671
Epoch [    2/   20] | d_loss: 1.1980 | g_loss: 1.8671
Epoch [    2/   20] | d_loss: 0.9622 | g_loss: 1.9442
Epoch [    2/   20] | d_loss: 0.9622 | g_loss: 1.9442
Epoch [    2/   20] | d_loss: 1.4753 | g_loss: 2.9457
Epoch [    2/   20] | d_loss: 1.4753 | g_loss: 2.9457
Epoch [    2/   20] | d_loss: 1.1326 | g_loss: 1.5254
Epoch [    2/   20] | d_loss: 1.1326 | g_loss: 1.5254
Epoch [    2/   20] | d_loss: 1.1552 | g_loss: 2.1033
Epoch [    2/   20] | d_loss: 1.1552 | g_loss: 2.1033
Epoch [    2/   20] | d_loss: 1.1175 | g_loss: 1.5084
Epoch [    2/   20] | d_loss: 1.1175 | g_loss: 1.5084
Epoch [    2/   20] | d_loss: 1.1370 | g_loss: 1.3690
Epoch [    2/   20] | d_loss: 1.1370 | g_loss: 1.3690
Epoch [    2/   20] | d_loss: 1.1812 | g_loss: 2.1480
Epoch [    2/   20] | d_loss: 1.1812 | g_loss: 2.1480
Epoch [    2/   20] | d_loss: 1.2654 | g_loss: 0.7481
Epoch [    2/   20] | d_loss: 1.2654 | g_loss: 0.7481
Epoch [    2/   20] | d_loss: 0.9697 | g_loss: 1.6215
Epoch [    2/   20] | d_loss: 0.9697 | g_loss: 1.6215
Epoch [    2/   20] | d_loss: 1.0675 | g_loss: 1.6575
Epoch [    2/   20] | d_loss: 1.0675 | g_loss: 1.6575
Epoch [    2/   20] | d_loss: 1.1280 | g_loss: 1.4300
Epoch [    2/   20] | d_loss: 1.1280 | g_loss: 1.4300
Epoch [    2/   20] | d_loss: 1.0282 | g_loss: 1.4312
Epoch [    2/   20] | d_loss: 1.0282 | g_loss: 1.4312
Epoch [    3/   20] | d_loss: 1.1342 | g_loss: 2.7239
Epoch [    3/   20] | d_loss: 1.1342 | g_loss: 2.7239
Epoch [    3/   20] | d_loss: 1.4615 | g_loss: 2.6895
Epoch [    3/   20] | d_loss: 1.4615 | g_loss: 2.6895
Epoch [    3/   20] | d_loss: 1.1744 | g_loss: 1.6933
Epoch [    3/   20] | d_loss: 1.1744 | g_loss: 1.6933
Epoch [    3/   20] | d_loss: 1.2681 | g_loss: 0.7411
Epoch [    3/   20] | d_loss: 1.2681 | g_loss: 0.7411
Epoch [    3/   20] | d_loss: 1.2950 | g_loss: 2.1859
Epoch [    3/   20] | d_loss: 1.2950 | g_loss: 2.1859
Epoch [    3/   20] | d_loss: 1.0810 | g_loss: 1.8486
Epoch [    3/   20] | d_loss: 1.0810 | g_loss: 1.8486
Epoch [    3/   20] | d_loss: 1.5343 | g_loss: 3.3318
Epoch [    3/   20] | d_loss: 1.5343 | g_loss: 3.3318
Epoch [    3/   20] | d_loss: 0.9579 | g_loss: 1.6426
Epoch [    3/   20] | d_loss: 0.9579 | g_loss: 1.6426
Epoch [    3/   20] | d_loss: 1.1377 | g_loss: 1.5372
Epoch [    3/   20] | d_loss: 1.1377 | g_loss: 1.5372
Epoch [    3/   20] | d_loss: 1.1621 | g_loss: 0.7860
Epoch [    3/   20] | d_loss: 1.1621 | g_loss: 0.7860
Epoch [    3/   20] | d_loss: 1.7165 | g_loss: 0.6791
Epoch [    3/   20] | d_loss: 1.7165 | g_loss: 0.6791
Epoch [    3/   20] | d_loss: 1.1120 | g_loss: 0.8713
Epoch [    3/   20] | d_loss: 1.1120 | g_loss: 0.8713
Epoch [    3/   20] | d_loss: 1.0957 | g_loss: 2.2091
Epoch [    3/   20] | d_loss: 1.0957 | g_loss: 2.2091
Epoch [    3/   20] | d_loss: 1.1003 | g_loss: 0.8907
Epoch [    3/   20] | d_loss: 1.1003 | g_loss: 0.8907
Epoch [    4/   20] | d_loss: 1.1189 | g_loss: 2.5728
Epoch [    4/   20] | d_loss: 1.1189 | g_loss: 2.5728
Epoch [    4/   20] | d_loss: 1.2245 | g_loss: 0.8749
Epoch [    4/   20] | d_loss: 1.2245 | g_loss: 0.8749
Epoch [    4/   20] | d_loss: 1.0455 | g_loss: 1.8052
Epoch [    4/   20] | d_loss: 1.0455 | g_loss: 1.8052
Epoch [    4/   20] | d_loss: 1.0308 | g_loss: 1.1549
Epoch [    4/   20] | d_loss: 1.0308 | g_loss: 1.1549
Epoch [    4/   20] | d_loss: 0.9370 | g_loss: 1.5866
Epoch [    4/   20] | d_loss: 0.9370 | g_loss: 1.5866
Epoch [    4/   20] | d_loss: 1.1768 | g_loss: 2.5517
Epoch [    4/   20] | d_loss: 1.1768 | g_loss: 2.5517
Epoch [    4/   20] | d_loss: 1.1249 | g_loss: 2.3625
Epoch [    4/   20] | d_loss: 1.1249 | g_loss: 2.3625
Epoch [    4/   20] | d_loss: 1.3553 | g_loss: 0.7651
Epoch [    4/   20] | d_loss: 1.3553 | g_loss: 0.7651
Epoch [    4/   20] | d_loss: 0.9695 | g_loss: 1.4821
Epoch [    4/   20] | d_loss: 0.9695 | g_loss: 1.4821
Epoch [    4/   20] | d_loss: 1.5630 | g_loss: 3.6049
Epoch [    4/   20] | d_loss: 1.5630 | g_loss: 3.6049
Epoch [    4/   20] | d_loss: 1.1530 | g_loss: 1.7313
Epoch [    4/   20] | d_loss: 1.1530 | g_loss: 1.7313
Epoch [    4/   20] | d_loss: 1.3651 | g_loss: 0.6415
Epoch [    4/   20] | d_loss: 1.3651 | g_loss: 0.6415
Epoch [    4/   20] | d_loss: 0.9121 | g_loss: 1.6024
Epoch [    4/   20] | d_loss: 0.9121 | g_loss: 1.6024
Epoch [    4/   20] | d_loss: 1.0432 | g_loss: 2.0302
Epoch [    4/   20] | d_loss: 1.0432 | g_loss: 2.0302
Epoch [    5/   20] | d_loss: 1.6098 | g_loss: 0.4971
Epoch [    5/   20] | d_loss: 1.6098 | g_loss: 0.4971
Epoch [    5/   20] | d_loss: 1.0496 | g_loss: 1.1168
Epoch [    5/   20] | d_loss: 1.0496 | g_loss: 1.1168
Epoch [    5/   20] | d_loss: 0.9853 | g_loss: 1.0713
Epoch [    5/   20] | d_loss: 0.9853 | g_loss: 1.0713
Epoch [    5/   20] | d_loss: 0.8139 | g_loss: 2.1438
Epoch [    5/   20] | d_loss: 0.8139 | g_loss: 2.1438
Epoch [    5/   20] | d_loss: 1.2946 | g_loss: 0.5862
Epoch [    5/   20] | d_loss: 1.2946 | g_loss: 0.5862
Epoch [    5/   20] | d_loss: 0.9687 | g_loss: 2.1844
Epoch [    5/   20] | d_loss: 0.9687 | g_loss: 2.1844
Epoch [    5/   20] | d_loss: 0.9689 | g_loss: 1.7218
Epoch [    5/   20] | d_loss: 0.9689 | g_loss: 1.7218
Epoch [    5/   20] | d_loss: 1.0410 | g_loss: 1.7450
Epoch [    5/   20] | d_loss: 1.0410 | g_loss: 1.7450
Epoch [    5/   20] | d_loss: 1.1392 | g_loss: 2.4829
Epoch [    5/   20] | d_loss: 1.1392 | g_loss: 2.4829
Epoch [    5/   20] | d_loss: 0.9060 | g_loss: 2.1156
Epoch [    5/   20] | d_loss: 0.9060 | g_loss: 2.1156
Epoch [    5/   20] | d_loss: 1.1452 | g_loss: 2.1881
Epoch [    5/   20] | d_loss: 1.1452 | g_loss: 2.1881
Epoch [    5/   20] | d_loss: 1.1826 | g_loss: 1.2628
Epoch [    5/   20] | d_loss: 1.1826 | g_loss: 1.2628
Epoch [    5/   20] | d_loss: 0.8885 | g_loss: 1.7995
Epoch [    5/   20] | d_loss: 0.8885 | g_loss: 1.7995
Epoch [    5/   20] | d_loss: 1.0100 | g_loss: 1.0522
Epoch [    5/   20] | d_loss: 1.0100 | g_loss: 1.0522
Epoch [    6/   20] | d_loss: 1.0472 | g_loss: 1.9595
Epoch [    6/   20] | d_loss: 1.0472 | g_loss: 1.9595
Epoch [    6/   20] | d_loss: 0.8531 | g_loss: 1.9694
Epoch [    6/   20] | d_loss: 0.8531 | g_loss: 1.9694
Epoch [    6/   20] | d_loss: 0.9945 | g_loss: 1.7464
Epoch [    6/   20] | d_loss: 0.9945 | g_loss: 1.7464
Epoch [    6/   20] | d_loss: 1.0367 | g_loss: 1.6699
Epoch [    6/   20] | d_loss: 1.0367 | g_loss: 1.6699
Epoch [    6/   20] | d_loss: 1.3396 | g_loss: 2.3245
Epoch [    6/   20] | d_loss: 1.3396 | g_loss: 2.3245
Epoch [    6/   20] | d_loss: 0.8732 | g_loss: 1.7532
Epoch [    6/   20] | d_loss: 0.8732 | g_loss: 1.7532
Epoch [    6/   20] | d_loss: 1.0978 | g_loss: 2.0060
Epoch [    6/   20] | d_loss: 1.0978 | g_loss: 2.0060
Epoch [    6/   20] | d_loss: 1.4564 | g_loss: 0.8606
Epoch [    6/   20] | d_loss: 1.4564 | g_loss: 0.8606
Epoch [    6/   20] | d_loss: 1.0339 | g_loss: 1.3817
Epoch [    6/   20] | d_loss: 1.0339 | g_loss: 1.3817
Epoch [    6/   20] | d_loss: 1.0730 | g_loss: 1.2778
Epoch [    6/   20] | d_loss: 1.0730 | g_loss: 1.2778
Epoch [    6/   20] | d_loss: 1.2222 | g_loss: 2.9974
Epoch [    6/   20] | d_loss: 1.2222 | g_loss: 2.9974
Epoch [    6/   20] | d_loss: 0.8254 | g_loss: 0.9971
Epoch [    6/   20] | d_loss: 0.8254 | g_loss: 0.9971
Epoch [    6/   20] | d_loss: 1.7083 | g_loss: 2.7768
Epoch [    6/   20] | d_loss: 1.7083 | g_loss: 2.7768
Epoch [    6/   20] | d_loss: 0.8557 | g_loss: 1.3161
Epoch [    6/   20] | d_loss: 0.8557 | g_loss: 1.3161
Epoch [    7/   20] | d_loss: 1.1749 | g_loss: 2.5543
Epoch [    7/   20] | d_loss: 1.1749 | g_loss: 2.5543
Epoch [    7/   20] | d_loss: 0.8207 | g_loss: 1.7232
Epoch [    7/   20] | d_loss: 0.8207 | g_loss: 1.7232
Epoch [    7/   20] | d_loss: 1.0965 | g_loss: 1.2429
Epoch [    7/   20] | d_loss: 1.0965 | g_loss: 1.2429
Epoch [    7/   20] | d_loss: 0.8989 | g_loss: 2.1913
Epoch [    7/   20] | d_loss: 0.8989 | g_loss: 2.1913
Epoch [    7/   20] | d_loss: 1.0457 | g_loss: 1.2065
Epoch [    7/   20] | d_loss: 1.0457 | g_loss: 1.2065
Epoch [    7/   20] | d_loss: 1.1211 | g_loss: 2.4881
Epoch [    7/   20] | d_loss: 1.1211 | g_loss: 2.4881
Epoch [    7/   20] | d_loss: 1.0523 | g_loss: 1.2325
Epoch [    7/   20] | d_loss: 1.0523 | g_loss: 1.2325
Epoch [    7/   20] | d_loss: 0.7257 | g_loss: 1.5982
Epoch [    7/   20] | d_loss: 0.7257 | g_loss: 1.5982
Epoch [    7/   20] | d_loss: 0.9414 | g_loss: 1.5397
Epoch [    7/   20] | d_loss: 0.9414 | g_loss: 1.5397
Epoch [    7/   20] | d_loss: 1.1705 | g_loss: 2.0211
Epoch [    7/   20] | d_loss: 1.1705 | g_loss: 2.0211
Epoch [    7/   20] | d_loss: 0.7554 | g_loss: 1.5380
Epoch [    7/   20] | d_loss: 0.7554 | g_loss: 1.5380
Epoch [    7/   20] | d_loss: 1.0374 | g_loss: 1.2629
Epoch [    7/   20] | d_loss: 1.0374 | g_loss: 1.2629
Epoch [    7/   20] | d_loss: 1.0103 | g_loss: 1.0643
Epoch [    7/   20] | d_loss: 1.0103 | g_loss: 1.0643
Epoch [    7/   20] | d_loss: 0.7908 | g_loss: 1.8630
Epoch [    7/   20] | d_loss: 0.7908 | g_loss: 1.8630
Epoch [    8/   20] | d_loss: 0.9117 | g_loss: 2.4153
Epoch [    8/   20] | d_loss: 0.9117 | g_loss: 2.4153
Epoch [    8/   20] | d_loss: 0.9244 | g_loss: 1.3580
Epoch [    8/   20] | d_loss: 0.9244 | g_loss: 1.3580
Epoch [    8/   20] | d_loss: 1.1023 | g_loss: 2.2471
Epoch [    8/   20] | d_loss: 1.1023 | g_loss: 2.2471
Epoch [    8/   20] | d_loss: 1.1988 | g_loss: 1.0194
Epoch [    8/   20] | d_loss: 1.1988 | g_loss: 1.0194
Epoch [    8/   20] | d_loss: 0.7916 | g_loss: 1.6999
Epoch [    8/   20] | d_loss: 0.7916 | g_loss: 1.6999
Epoch [    8/   20] | d_loss: 0.8093 | g_loss: 2.6397
Epoch [    8/   20] | d_loss: 0.8093 | g_loss: 2.6397
Epoch [    8/   20] | d_loss: 0.7474 | g_loss: 2.0084
Epoch [    8/   20] | d_loss: 0.7474 | g_loss: 2.0084
Epoch [    8/   20] | d_loss: 0.8780 | g_loss: 1.5447
Epoch [    8/   20] | d_loss: 0.8780 | g_loss: 1.5447
Epoch [    8/   20] | d_loss: 1.0163 | g_loss: 3.4144
Epoch [    8/   20] | d_loss: 1.0163 | g_loss: 3.4144
Epoch [    8/   20] | d_loss: 1.0222 | g_loss: 1.0341
Epoch [    8/   20] | d_loss: 1.0222 | g_loss: 1.0341
Epoch [    8/   20] | d_loss: 0.9104 | g_loss: 1.1965
Epoch [    8/   20] | d_loss: 0.9104 | g_loss: 1.1965
Epoch [    8/   20] | d_loss: 0.7561 | g_loss: 2.1602
Epoch [    8/   20] | d_loss: 0.7561 | g_loss: 2.1602
Epoch [    8/   20] | d_loss: 1.2610 | g_loss: 0.8646
Epoch [    8/   20] | d_loss: 1.2610 | g_loss: 0.8646
Epoch [    8/   20] | d_loss: 0.9667 | g_loss: 2.8817
Epoch [    8/   20] | d_loss: 0.9667 | g_loss: 2.8817
Epoch [    9/   20] | d_loss: 0.8674 | g_loss: 4.0215
Epoch [    9/   20] | d_loss: 0.8674 | g_loss: 4.0215
Epoch [    9/   20] | d_loss: 0.9675 | g_loss: 3.3039
Epoch [    9/   20] | d_loss: 0.9675 | g_loss: 3.3039
Epoch [    9/   20] | d_loss: 0.7966 | g_loss: 1.6388
Epoch [    9/   20] | d_loss: 0.7966 | g_loss: 1.6388
Epoch [    9/   20] | d_loss: 0.7075 | g_loss: 1.6936
Epoch [    9/   20] | d_loss: 0.7075 | g_loss: 1.6936
Epoch [    9/   20] | d_loss: 0.9769 | g_loss: 0.9564
Epoch [    9/   20] | d_loss: 0.9769 | g_loss: 0.9564
Epoch [    9/   20] | d_loss: 0.7425 | g_loss: 2.6244
Epoch [    9/   20] | d_loss: 0.7425 | g_loss: 2.6244
Epoch [    9/   20] | d_loss: 0.8116 | g_loss: 1.9410
Epoch [    9/   20] | d_loss: 0.8116 | g_loss: 1.9410
Epoch [    9/   20] | d_loss: 0.6579 | g_loss: 2.4371
Epoch [    9/   20] | d_loss: 0.6579 | g_loss: 2.4371
Epoch [    9/   20] | d_loss: 0.9189 | g_loss: 1.6685
Epoch [    9/   20] | d_loss: 0.9189 | g_loss: 1.6685
Epoch [    9/   20] | d_loss: 0.5386 | g_loss: 2.3231
Epoch [    9/   20] | d_loss: 0.5386 | g_loss: 2.3231
Epoch [    9/   20] | d_loss: 1.0956 | g_loss: 0.9968
Epoch [    9/   20] | d_loss: 1.0956 | g_loss: 0.9968
Epoch [    9/   20] | d_loss: 0.8197 | g_loss: 1.6818
Epoch [    9/   20] | d_loss: 0.8197 | g_loss: 1.6818
Epoch [    9/   20] | d_loss: 0.8820 | g_loss: 1.0661
Epoch [    9/   20] | d_loss: 0.8820 | g_loss: 1.0661
Epoch [    9/   20] | d_loss: 0.7898 | g_loss: 1.8713
Epoch [    9/   20] | d_loss: 0.7898 | g_loss: 1.8713
Epoch [   10/   20] | d_loss: 1.1532 | g_loss: 0.7558
Epoch [   10/   20] | d_loss: 1.1532 | g_loss: 0.7558
Epoch [   10/   20] | d_loss: 1.0388 | g_loss: 1.4920
Epoch [   10/   20] | d_loss: 1.0388 | g_loss: 1.4920
Epoch [   10/   20] | d_loss: 0.7299 | g_loss: 1.4647
Epoch [   10/   20] | d_loss: 0.7299 | g_loss: 1.4647
Epoch [   10/   20] | d_loss: 1.0520 | g_loss: 2.0151
Epoch [   10/   20] | d_loss: 1.0520 | g_loss: 2.0151
Epoch [   10/   20] | d_loss: 0.7900 | g_loss: 2.5481
Epoch [   10/   20] | d_loss: 0.7900 | g_loss: 2.5481
Epoch [   10/   20] | d_loss: 0.8147 | g_loss: 1.9871
Epoch [   10/   20] | d_loss: 0.8147 | g_loss: 1.9871
Epoch [   10/   20] | d_loss: 0.6634 | g_loss: 1.7142
Epoch [   10/   20] | d_loss: 0.6634 | g_loss: 1.7142
Epoch [   10/   20] | d_loss: 0.7144 | g_loss: 2.1067
Epoch [   10/   20] | d_loss: 0.7144 | g_loss: 2.1067
Epoch [   10/   20] | d_loss: 1.4101 | g_loss: 0.9420
Epoch [   10/   20] | d_loss: 1.4101 | g_loss: 0.9420
Epoch [   10/   20] | d_loss: 0.8574 | g_loss: 2.0628
Epoch [   10/   20] | d_loss: 0.8574 | g_loss: 2.0628
Epoch [   10/   20] | d_loss: 0.9794 | g_loss: 2.1836
Epoch [   10/   20] | d_loss: 0.9794 | g_loss: 2.1836
Epoch [   10/   20] | d_loss: 0.8646 | g_loss: 1.3297
Epoch [   10/   20] | d_loss: 0.8646 | g_loss: 1.3297
Epoch [   10/   20] | d_loss: 0.5513 | g_loss: 2.7625
Epoch [   10/   20] | d_loss: 0.5513 | g_loss: 2.7625
Epoch [   10/   20] | d_loss: 2.0767 | g_loss: 5.1506
Epoch [   10/   20] | d_loss: 2.0767 | g_loss: 5.1506
Epoch [   11/   20] | d_loss: 1.6244 | g_loss: 4.1404
Epoch [   11/   20] | d_loss: 1.6244 | g_loss: 4.1404
Epoch [   11/   20] | d_loss: 0.7460 | g_loss: 1.0521
Epoch [   11/   20] | d_loss: 0.7460 | g_loss: 1.0521
Epoch [   11/   20] | d_loss: 1.1111 | g_loss: 3.7295
Epoch [   11/   20] | d_loss: 1.1111 | g_loss: 3.7295
Epoch [   11/   20] | d_loss: 0.4667 | g_loss: 3.9038
Epoch [   11/   20] | d_loss: 0.4667 | g_loss: 3.9038
Epoch [   11/   20] | d_loss: 1.1678 | g_loss: 0.5415
Epoch [   11/   20] | d_loss: 1.1678 | g_loss: 0.5415
Epoch [   11/   20] | d_loss: 0.5522 | g_loss: 1.4436
Epoch [   11/   20] | d_loss: 0.5522 | g_loss: 1.4436
Epoch [   11/   20] | d_loss: 0.7206 | g_loss: 1.6584
Epoch [   11/   20] | d_loss: 0.7206 | g_loss: 1.6584
Epoch [   11/   20] | d_loss: 0.5409 | g_loss: 2.7346
Epoch [   11/   20] | d_loss: 0.5409 | g_loss: 2.7346
Epoch [   11/   20] | d_loss: 0.6849 | g_loss: 2.1966
Epoch [   11/   20] | d_loss: 0.6849 | g_loss: 2.1966
Epoch [   11/   20] | d_loss: 0.6280 | g_loss: 2.4455
Epoch [   11/   20] | d_loss: 0.6280 | g_loss: 2.4455
Epoch [   11/   20] | d_loss: 0.9169 | g_loss: 1.5398
Epoch [   11/   20] | d_loss: 0.9169 | g_loss: 1.5398
Epoch [   11/   20] | d_loss: 1.2344 | g_loss: 1.9726
Epoch [   11/   20] | d_loss: 1.2344 | g_loss: 1.9726
Epoch [   11/   20] | d_loss: 0.5120 | g_loss: 1.8752
Epoch [   11/   20] | d_loss: 0.5120 | g_loss: 1.8752
Epoch [   11/   20] | d_loss: 0.6810 | g_loss: 3.5420
Epoch [   11/   20] | d_loss: 0.6810 | g_loss: 3.5420
Epoch [   12/   20] | d_loss: 0.5255 | g_loss: 3.4447
Epoch [   12/   20] | d_loss: 0.5255 | g_loss: 3.4447
Epoch [   12/   20] | d_loss: 0.9408 | g_loss: 1.7364
Epoch [   12/   20] | d_loss: 0.9408 | g_loss: 1.7364
Epoch [   12/   20] | d_loss: 0.5721 | g_loss: 2.1585
Epoch [   12/   20] | d_loss: 0.5721 | g_loss: 2.1585
Epoch [   12/   20] | d_loss: 0.5807 | g_loss: 2.6388
Epoch [   12/   20] | d_loss: 0.5807 | g_loss: 2.6388
Epoch [   12/   20] | d_loss: 0.4908 | g_loss: 2.7622
Epoch [   12/   20] | d_loss: 0.4908 | g_loss: 2.7622
Epoch [   12/   20] | d_loss: 0.5378 | g_loss: 3.2729
Epoch [   12/   20] | d_loss: 0.5378 | g_loss: 3.2729
Epoch [   12/   20] | d_loss: 0.7350 | g_loss: 1.4553
Epoch [   12/   20] | d_loss: 0.7350 | g_loss: 1.4553
Epoch [   12/   20] | d_loss: 0.6457 | g_loss: 3.6379
Epoch [   12/   20] | d_loss: 0.6457 | g_loss: 3.6379
Epoch [   12/   20] | d_loss: 0.5503 | g_loss: 2.7404
Epoch [   12/   20] | d_loss: 0.5503 | g_loss: 2.7404
Epoch [   12/   20] | d_loss: 0.7252 | g_loss: 2.3129
Epoch [   12/   20] | d_loss: 0.7252 | g_loss: 2.3129
Epoch [   12/   20] | d_loss: 0.5624 | g_loss: 2.3346
Epoch [   12/   20] | d_loss: 0.5624 | g_loss: 2.3346
Epoch [   12/   20] | d_loss: 0.7369 | g_loss: 1.9872
Epoch [   12/   20] | d_loss: 0.7369 | g_loss: 1.9872
Epoch [   12/   20] | d_loss: 0.6193 | g_loss: 2.1744
Epoch [   12/   20] | d_loss: 0.6193 | g_loss: 2.1744
Epoch [   12/   20] | d_loss: 0.5385 | g_loss: 2.0926
Epoch [   12/   20] | d_loss: 0.5385 | g_loss: 2.0926
Epoch [   13/   20] | d_loss: 0.7053 | g_loss: 2.6318
Epoch [   13/   20] | d_loss: 0.7053 | g_loss: 2.6318
Epoch [   13/   20] | d_loss: 0.7487 | g_loss: 1.6342
Epoch [   13/   20] | d_loss: 0.7487 | g_loss: 1.6342
Epoch [   13/   20] | d_loss: 0.6944 | g_loss: 3.6977
Epoch [   13/   20] | d_loss: 0.6944 | g_loss: 3.6977
Epoch [   13/   20] | d_loss: 1.0635 | g_loss: 0.6613
Epoch [   13/   20] | d_loss: 1.0635 | g_loss: 0.6613
Epoch [   13/   20] | d_loss: 0.6483 | g_loss: 2.8661
Epoch [   13/   20] | d_loss: 0.6483 | g_loss: 2.8661
Epoch [   13/   20] | d_loss: 1.0536 | g_loss: 2.0185
Epoch [   13/   20] | d_loss: 1.0536 | g_loss: 2.0185
Epoch [   13/   20] | d_loss: 1.5984 | g_loss: 6.0864
Epoch [   13/   20] | d_loss: 1.5984 | g_loss: 6.0864
Epoch [   13/   20] | d_loss: 0.7270 | g_loss: 1.7252
Epoch [   13/   20] | d_loss: 0.7270 | g_loss: 1.7252
Epoch [   13/   20] | d_loss: 0.4579 | g_loss: 3.6426
Epoch [   13/   20] | d_loss: 0.4579 | g_loss: 3.6426
Epoch [   13/   20] | d_loss: 0.6385 | g_loss: 2.8814
Epoch [   13/   20] | d_loss: 0.6385 | g_loss: 2.8814
Epoch [   13/   20] | d_loss: 0.6286 | g_loss: 4.0346
Epoch [   13/   20] | d_loss: 0.6286 | g_loss: 4.0346
Epoch [   13/   20] | d_loss: 0.5794 | g_loss: 1.8271
Epoch [   13/   20] | d_loss: 0.5794 | g_loss: 1.8271
Epoch [   13/   20] | d_loss: 0.4470 | g_loss: 2.9041
Epoch [   13/   20] | d_loss: 0.4470 | g_loss: 2.9041
Epoch [   13/   20] | d_loss: 0.5883 | g_loss: 1.7250
Epoch [   13/   20] | d_loss: 0.5883 | g_loss: 1.7250
Epoch [   14/   20] | d_loss: 0.5326 | g_loss: 2.1341
Epoch [   14/   20] | d_loss: 0.5326 | g_loss: 2.1341
Epoch [   14/   20] | d_loss: 0.5793 | g_loss: 2.1637
Epoch [   14/   20] | d_loss: 0.5793 | g_loss: 2.1637
Epoch [   14/   20] | d_loss: 0.4320 | g_loss: 2.6417
Epoch [   14/   20] | d_loss: 0.4320 | g_loss: 2.6417
Epoch [   14/   20] | d_loss: 0.6188 | g_loss: 2.1951
Epoch [   14/   20] | d_loss: 0.6188 | g_loss: 2.1951
Epoch [   14/   20] | d_loss: 0.4999 | g_loss: 2.8738
Epoch [   14/   20] | d_loss: 0.4999 | g_loss: 2.8738
Epoch [   14/   20] | d_loss: 0.5772 | g_loss: 2.5183
Epoch [   14/   20] | d_loss: 0.5772 | g_loss: 2.5183
Epoch [   14/   20] | d_loss: 0.6058 | g_loss: 3.8248
Epoch [   14/   20] | d_loss: 0.6058 | g_loss: 3.8248
Epoch [   14/   20] | d_loss: 0.7012 | g_loss: 1.1280
Epoch [   14/   20] | d_loss: 0.7012 | g_loss: 1.1280
Epoch [   14/   20] | d_loss: 0.6796 | g_loss: 4.2083
Epoch [   14/   20] | d_loss: 0.6796 | g_loss: 4.2083
Epoch [   14/   20] | d_loss: 0.4661 | g_loss: 3.1927
Epoch [   14/   20] | d_loss: 0.4661 | g_loss: 3.1927
Epoch [   14/   20] | d_loss: 0.6474 | g_loss: 3.6365
Epoch [   14/   20] | d_loss: 0.6474 | g_loss: 3.6365
Epoch [   14/   20] | d_loss: 0.7127 | g_loss: 3.7387
Epoch [   14/   20] | d_loss: 0.7127 | g_loss: 3.7387
Epoch [   14/   20] | d_loss: 0.5857 | g_loss: 2.7774
Epoch [   14/   20] | d_loss: 0.5857 | g_loss: 2.7774
Epoch [   14/   20] | d_loss: 0.6083 | g_loss: 2.9742
Epoch [   14/   20] | d_loss: 0.6083 | g_loss: 2.9742
Epoch [   15/   20] | d_loss: 1.5671 | g_loss: 0.3546
Epoch [   15/   20] | d_loss: 1.5671 | g_loss: 0.3546
Epoch [   15/   20] | d_loss: 0.6749 | g_loss: 3.7641
Epoch [   15/   20] | d_loss: 0.6749 | g_loss: 3.7641
Epoch [   15/   20] | d_loss: 0.7359 | g_loss: 2.4562
Epoch [   15/   20] | d_loss: 0.7359 | g_loss: 2.4562
Epoch [   15/   20] | d_loss: 0.5696 | g_loss: 3.0945
Epoch [   15/   20] | d_loss: 0.5696 | g_loss: 3.0945
Epoch [   15/   20] | d_loss: 0.5598 | g_loss: 3.4557
Epoch [   15/   20] | d_loss: 0.5598 | g_loss: 3.4557
Epoch [   15/   20] | d_loss: 0.4554 | g_loss: 3.1599
Epoch [   15/   20] | d_loss: 0.4554 | g_loss: 3.1599
Epoch [   15/   20] | d_loss: 0.5296 | g_loss: 3.4674
Epoch [   15/   20] | d_loss: 0.5296 | g_loss: 3.4674
Epoch [   15/   20] | d_loss: 0.4022 | g_loss: 2.8854
Epoch [   15/   20] | d_loss: 0.4022 | g_loss: 2.8854
Epoch [   15/   20] | d_loss: 0.5599 | g_loss: 2.3347
Epoch [   15/   20] | d_loss: 0.5599 | g_loss: 2.3347
Epoch [   15/   20] | d_loss: 1.3821 | g_loss: 0.8680
Epoch [   15/   20] | d_loss: 1.3821 | g_loss: 0.8680
Epoch [   15/   20] | d_loss: 1.4498 | g_loss: 4.8485
Epoch [   15/   20] | d_loss: 1.4498 | g_loss: 4.8485
Epoch [   15/   20] | d_loss: 0.7267 | g_loss: 4.3178
Epoch [   15/   20] | d_loss: 0.7267 | g_loss: 4.3178
Epoch [   15/   20] | d_loss: 0.7012 | g_loss: 4.2401
Epoch [   15/   20] | d_loss: 0.7012 | g_loss: 4.2401
Epoch [   15/   20] | d_loss: 3.0809 | g_loss: 0.4936
Epoch [   15/   20] | d_loss: 3.0809 | g_loss: 0.4936
Epoch [   16/   20] | d_loss: 0.9788 | g_loss: 4.2530
Epoch [   16/   20] | d_loss: 0.9788 | g_loss: 4.2530
Epoch [   16/   20] | d_loss: 0.6359 | g_loss: 3.1073
Epoch [   16/   20] | d_loss: 0.6359 | g_loss: 3.1073
Epoch [   16/   20] | d_loss: 0.5612 | g_loss: 2.1202
Epoch [   16/   20] | d_loss: 0.5612 | g_loss: 2.1202
Epoch [   16/   20] | d_loss: 1.2093 | g_loss: 5.9091
Epoch [   16/   20] | d_loss: 1.2093 | g_loss: 5.9091
Epoch [   16/   20] | d_loss: 0.7710 | g_loss: 1.2708
Epoch [   16/   20] | d_loss: 0.7710 | g_loss: 1.2708
Epoch [   16/   20] | d_loss: 0.9382 | g_loss: 3.7465
Epoch [   16/   20] | d_loss: 0.9382 | g_loss: 3.7465
Epoch [   16/   20] | d_loss: 0.4084 | g_loss: 2.9719
Epoch [   16/   20] | d_loss: 0.4084 | g_loss: 2.9719
Epoch [   16/   20] | d_loss: 0.4084 | g_loss: 2.7615
Epoch [   16/   20] | d_loss: 0.4084 | g_loss: 2.7615
Epoch [   16/   20] | d_loss: 0.3691 | g_loss: 3.5654
Epoch [   16/   20] | d_loss: 0.3691 | g_loss: 3.5654
Epoch [   16/   20] | d_loss: 1.0263 | g_loss: 4.4589
Epoch [   16/   20] | d_loss: 1.0263 | g_loss: 4.4589
Epoch [   16/   20] | d_loss: 0.4283 | g_loss: 2.7931
Epoch [   16/   20] | d_loss: 0.4283 | g_loss: 2.7931
Epoch [   16/   20] | d_loss: 0.6403 | g_loss: 1.8172
Epoch [   16/   20] | d_loss: 0.6403 | g_loss: 1.8172
Epoch [   16/   20] | d_loss: 0.7035 | g_loss: 3.8240
Epoch [   16/   20] | d_loss: 0.7035 | g_loss: 3.8240
Epoch [   16/   20] | d_loss: 0.6279 | g_loss: 2.1639
Epoch [   16/   20] | d_loss: 0.6279 | g_loss: 2.1639
Epoch [   17/   20] | d_loss: 4.7803 | g_loss: 0.9697
Epoch [   17/   20] | d_loss: 4.7803 | g_loss: 0.9697
Epoch [   17/   20] | d_loss: 0.3910 | g_loss: 3.4882
Epoch [   17/   20] | d_loss: 0.3910 | g_loss: 3.4882
Epoch [   17/   20] | d_loss: 1.3582 | g_loss: 4.8280
Epoch [   17/   20] | d_loss: 1.3582 | g_loss: 4.8280
Epoch [   17/   20] | d_loss: 0.8732 | g_loss: 3.9188
Epoch [   17/   20] | d_loss: 0.8732 | g_loss: 3.9188
Epoch [   17/   20] | d_loss: 0.4473 | g_loss: 2.1739
Epoch [   17/   20] | d_loss: 0.4473 | g_loss: 2.1739
Epoch [   17/   20] | d_loss: 0.3460 | g_loss: 3.8958
Epoch [   17/   20] | d_loss: 0.3460 | g_loss: 3.8958
Epoch [   17/   20] | d_loss: 0.5198 | g_loss: 2.8431
Epoch [   17/   20] | d_loss: 0.5198 | g_loss: 2.8431
Epoch [   17/   20] | d_loss: 0.5256 | g_loss: 2.3890
Epoch [   17/   20] | d_loss: 0.5256 | g_loss: 2.3890
Epoch [   17/   20] | d_loss: 0.7269 | g_loss: 2.4724
Epoch [   17/   20] | d_loss: 0.7269 | g_loss: 2.4724
Epoch [   17/   20] | d_loss: 0.7820 | g_loss: 4.5774
Epoch [   17/   20] | d_loss: 0.7820 | g_loss: 4.5774
Epoch [   17/   20] | d_loss: 0.4197 | g_loss: 3.7687
Epoch [   17/   20] | d_loss: 0.4197 | g_loss: 3.7687
Epoch [   17/   20] | d_loss: 0.8898 | g_loss: 4.9860
Epoch [   17/   20] | d_loss: 0.8898 | g_loss: 4.9860
Epoch [   17/   20] | d_loss: 0.7807 | g_loss: 1.3528
Epoch [   17/   20] | d_loss: 0.7807 | g_loss: 1.3528
Epoch [   17/   20] | d_loss: 0.5677 | g_loss: 3.4200
Epoch [   17/   20] | d_loss: 0.5677 | g_loss: 3.4200
Epoch [   18/   20] | d_loss: 0.4927 | g_loss: 3.3199
Epoch [   18/   20] | d_loss: 0.4927 | g_loss: 3.3199
Epoch [   18/   20] | d_loss: 0.4809 | g_loss: 3.9234
Epoch [   18/   20] | d_loss: 0.4809 | g_loss: 3.9234
Epoch [   18/   20] | d_loss: 0.8425 | g_loss: 5.7924
Epoch [   18/   20] | d_loss: 0.8425 | g_loss: 5.7924
Epoch [   18/   20] | d_loss: 0.4889 | g_loss: 5.0971
Epoch [   18/   20] | d_loss: 0.4889 | g_loss: 5.0971
Epoch [   18/   20] | d_loss: 0.3013 | g_loss: 4.3224
Epoch [   18/   20] | d_loss: 0.3013 | g_loss: 4.3224
Epoch [   18/   20] | d_loss: 0.4797 | g_loss: 3.4278
Epoch [   18/   20] | d_loss: 0.4797 | g_loss: 3.4278
Epoch [   18/   20] | d_loss: 0.4414 | g_loss: 2.8075
Epoch [   18/   20] | d_loss: 0.4414 | g_loss: 2.8075
Epoch [   18/   20] | d_loss: 0.9244 | g_loss: 4.1238
Epoch [   18/   20] | d_loss: 0.9244 | g_loss: 4.1238
Epoch [   18/   20] | d_loss: 0.3247 | g_loss: 3.3538
Epoch [   18/   20] | d_loss: 0.3247 | g_loss: 3.3538
Epoch [   18/   20] | d_loss: 2.5550 | g_loss: 1.1209
Epoch [   18/   20] | d_loss: 2.5550 | g_loss: 1.1209
Epoch [   18/   20] | d_loss: 0.5246 | g_loss: 2.1324
Epoch [   18/   20] | d_loss: 0.5246 | g_loss: 2.1324
Epoch [   18/   20] | d_loss: 0.8055 | g_loss: 2.1665
Epoch [   18/   20] | d_loss: 0.8055 | g_loss: 2.1665
Epoch [   18/   20] | d_loss: 0.4019 | g_loss: 3.3838
Epoch [   18/   20] | d_loss: 0.4019 | g_loss: 3.3838
Epoch [   18/   20] | d_loss: 0.5509 | g_loss: 3.8307
Epoch [   18/   20] | d_loss: 0.5509 | g_loss: 3.8307
Epoch [   19/   20] | d_loss: 2.4407 | g_loss: 1.2065
Epoch [   19/   20] | d_loss: 2.4407 | g_loss: 1.2065
Epoch [   19/   20] | d_loss: 0.4497 | g_loss: 3.2946
Epoch [   19/   20] | d_loss: 0.4497 | g_loss: 3.2946
Epoch [   19/   20] | d_loss: 0.3060 | g_loss: 3.0538
Epoch [   19/   20] | d_loss: 0.3060 | g_loss: 3.0538
Epoch [   19/   20] | d_loss: 0.1717 | g_loss: 5.8452
Epoch [   19/   20] | d_loss: 0.1717 | g_loss: 5.8452
Epoch [   19/   20] | d_loss: 0.5797 | g_loss: 2.9044
Epoch [   19/   20] | d_loss: 0.5797 | g_loss: 2.9044
Epoch [   19/   20] | d_loss: 0.3486 | g_loss: 3.1838
Epoch [   19/   20] | d_loss: 0.3486 | g_loss: 3.1838
Epoch [   19/   20] | d_loss: 0.2849 | g_loss: 3.1020
Epoch [   19/   20] | d_loss: 0.2849 | g_loss: 3.1020
Epoch [   19/   20] | d_loss: 0.3483 | g_loss: 2.4520
Epoch [   19/   20] | d_loss: 0.3483 | g_loss: 2.4520
Epoch [   19/   20] | d_loss: 0.3198 | g_loss: 3.4738
Epoch [   19/   20] | d_loss: 0.3198 | g_loss: 3.4738
Epoch [   19/   20] | d_loss: 0.6824 | g_loss: 3.9086
Epoch [   19/   20] | d_loss: 0.6824 | g_loss: 3.9086
Epoch [   19/   20] | d_loss: 0.4364 | g_loss: 3.0065
Epoch [   19/   20] | d_loss: 0.4364 | g_loss: 3.0065
Epoch [   19/   20] | d_loss: 0.4964 | g_loss: 4.4158
Epoch [   19/   20] | d_loss: 0.4964 | g_loss: 4.4158
Epoch [   19/   20] | d_loss: 0.3836 | g_loss: 3.0912
Epoch [   19/   20] | d_loss: 0.3836 | g_loss: 3.0912
Epoch [   19/   20] | d_loss: 0.3898 | g_loss: 3.4394
Epoch [   19/   20] | d_loss: 0.3898 | g_loss: 3.4394
Epoch [   20/   20] | d_loss: 1.7249 | g_loss: 5.2509
Epoch [   20/   20] | d_loss: 1.7249 | g_loss: 5.2509
Epoch [   20/   20] | d_loss: 0.3011 | g_loss: 2.0878
Epoch [   20/   20] | d_loss: 0.3011 | g_loss: 2.0878
Epoch [   20/   20] | d_loss: 0.3186 | g_loss: 3.1084
Epoch [   20/   20] | d_loss: 0.3186 | g_loss: 3.1084
Epoch [   20/   20] | d_loss: 0.4603 | g_loss: 4.3284
Epoch [   20/   20] | d_loss: 0.4603 | g_loss: 4.3284
Epoch [   20/   20] | d_loss: 0.5372 | g_loss: 2.5808
Epoch [   20/   20] | d_loss: 0.5372 | g_loss: 2.5808
Epoch [   20/   20] | d_loss: 0.4929 | g_loss: 2.9229
Epoch [   20/   20] | d_loss: 0.4929 | g_loss: 2.9229
Epoch [   20/   20] | d_loss: 0.3447 | g_loss: 2.9467
Epoch [   20/   20] | d_loss: 0.3447 | g_loss: 2.9467
Epoch [   20/   20] | d_loss: 0.4423 | g_loss: 3.2639
Epoch [   20/   20] | d_loss: 0.4423 | g_loss: 3.2639
Epoch [   20/   20] | d_loss: 0.5998 | g_loss: 4.2584
Epoch [   20/   20] | d_loss: 0.5998 | g_loss: 4.2584
Epoch [   20/   20] | d_loss: 0.4760 | g_loss: 3.1270
Epoch [   20/   20] | d_loss: 0.4760 | g_loss: 3.1270
Epoch [   20/   20] | d_loss: 0.3316 | g_loss: 2.6560
Epoch [   20/   20] | d_loss: 0.3316 | g_loss: 2.6560
Epoch [   20/   20] | d_loss: 0.2846 | g_loss: 4.3885
Epoch [   20/   20] | d_loss: 0.2846 | g_loss: 4.3885
Epoch [   20/   20] | d_loss: 0.8002 | g_loss: 4.3428
Epoch [   20/   20] | d_loss: 0.8002 | g_loss: 4.3428
Epoch [   20/   20] | d_loss: 0.3384 | g_loss: 2.8611
Epoch [   20/   20] | d_loss: 0.3384 | g_loss: 2.8611

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f85d96f8b70>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)

Make the data set has varitey of brigtness and skin tones Model size be larger and the n_poches be more than 20 Also increase the number of the hidden layers in both Discriminator and Generator

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.